mirror of
https://github.com/hwchase17/langchain
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171 lines
4.5 KiB
Plaintext
171 lines
4.5 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "245a954a",
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"metadata": {},
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"source": [
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"# OpenWeatherMap\n",
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"\n",
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"This notebook goes over how to use the `OpenWeatherMap` component to fetch weather information.\n",
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"\n",
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"First, you need to sign up for an `OpenWeatherMap API` key:\n",
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"\n",
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"1. Go to OpenWeatherMap and sign up for an API key [here](https://openweathermap.org/api/)\n",
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"2. pip install pyowm\n",
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"\n",
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"Then we will need to set some environment variables:\n",
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"1. Save your API KEY into OPENWEATHERMAP_API_KEY env variable\n",
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"\n",
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"## Use the wrapper"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "34bb5968",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.utilities import OpenWeatherMapAPIWrapper\n",
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"import os\n",
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"\n",
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"os.environ[\"OPENWEATHERMAP_API_KEY\"] = \"\"\n",
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"\n",
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"weather = OpenWeatherMapAPIWrapper()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "ac4910f8",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"In London,GB, the current weather is as follows:\n",
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"Detailed status: broken clouds\n",
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"Wind speed: 2.57 m/s, direction: 240°\n",
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"Humidity: 55%\n",
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"Temperature: \n",
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" - Current: 20.12°C\n",
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" - High: 21.75°C\n",
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" - Low: 18.68°C\n",
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" - Feels like: 19.62°C\n",
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"Rain: {}\n",
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"Heat index: None\n",
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"Cloud cover: 75%\n"
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]
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}
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],
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"source": [
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"weather_data = weather.run(\"London,GB\")\n",
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"print(weather_data)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e73cfa56",
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"metadata": {},
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"source": [
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"## Use the tool"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "b3367417",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.llms import OpenAI\n",
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"from langchain.agents import load_tools, initialize_agent, AgentType\n",
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"import os\n",
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"\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"os.environ[\"OPENWEATHERMAP_API_KEY\"] = \"\"\n",
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"\n",
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"llm = OpenAI(temperature=0)\n",
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"\n",
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"tools = load_tools([\"openweathermap-api\"], llm)\n",
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"\n",
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"agent_chain = initialize_agent(\n",
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" tools=tools, llm=llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "bf4f6854",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3m I need to find out the current weather in London.\n",
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"Action: OpenWeatherMap\n",
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"Action Input: London,GB\u001b[0m\n",
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"Observation: \u001b[36;1m\u001b[1;3mIn London,GB, the current weather is as follows:\n",
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"Detailed status: broken clouds\n",
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"Wind speed: 2.57 m/s, direction: 240°\n",
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"Humidity: 56%\n",
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"Temperature: \n",
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" - Current: 20.11°C\n",
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" - High: 21.75°C\n",
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" - Low: 18.68°C\n",
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" - Feels like: 19.64°C\n",
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"Rain: {}\n",
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"Heat index: None\n",
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"Cloud cover: 75%\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I now know the current weather in London.\n",
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"Final Answer: The current weather in London is broken clouds, with a wind speed of 2.57 m/s, direction 240°, humidity of 56%, temperature of 20.11°C, high of 21.75°C, low of 18.68°C, and a heat index of None.\u001b[0m\n",
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"\n",
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"'The current weather in London is broken clouds, with a wind speed of 2.57 m/s, direction 240°, humidity of 56%, temperature of 20.11°C, high of 21.75°C, low of 18.68°C, and a heat index of None.'"
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]
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},
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"agent_chain.run(\"What's the weather like in London?\")"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.12"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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